{"id":"W4388500358","doi":"10.1093/eurheartj/ehad718","title":"Endpoint adjudication in cardiovascular clinical trials","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Medicine; Adjudication; Clinical endpoint; Surrogate endpoint; Endpoint Determination; Unstable angina; Clinical trial; Myocardial infarction; Blinding; Generalizability theory; Randomized controlled trial; Intensive care medicine; Cardiology; Internal medicine; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7206851,0.00435011,0.01327594,0.01893407,0.004257072,0.01566721,0.00942615,0.01334675,0.01467805],"category_scores_gemma":[0.8602737,0.003838303,0.01488318,0.02520292,0.01320141,0.007416875,0.01042517,0.02012554,0.006435836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009726611,"about_ca_system_score_gemma":0.03215554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147568,"about_ca_topic_score_gemma":0.001721165,"domain_scores_codex":[0.06799912,0.8022786,0.09349171,0.01148988,0.02356042,0.001180215],"domain_scores_gemma":[0.07732148,0.6824734,0.09334147,0.0996912,0.04428871,0.00288386],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01510616,0.000626146,0.008390497,0.1731938,0.02464765,0.00120231,0.01048829,0.009906217,0.002161513,0.1704982,0.1123757,0.4714035],"study_design_scores_gemma":[0.0178539,0.003724879,0.01064852,0.1322954,0.00776838,0.001395011,0.001544331,0.04951266,0.006005877,0.4298692,0.3381802,0.001201708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004575623,0.02366215,0.7549747,0.01296269,0.01846258,0.1639671,0.004401074,0.00269835,0.01429575],"genre_scores_gemma":[0.04119047,0.005226064,0.6361312,0.008027307,0.00384083,0.3001694,0.002010469,0.0008912376,0.002512973],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2793149,"threshold_uncertainty_score":0.3444451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8982108558697043,"score_gpt":0.6717259174122281,"score_spread":0.2264849384574762,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}